{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Custom filters and other infrastructure types\n",
    "\n",
    "Author: [Geoff Boeing](https://geoffboeing.com/)\n",
    "\n",
    "Use OSMnx to download and visualize a power line network and a subway system.\n",
    "\n",
    "  - [Documentation](https://osmnx.readthedocs.io/)\n",
    "  - [Journal article and citation info](https://geoffboeing.com/publications/osmnx-paper/)\n",
    "  - [Code repository](https://github.com/gboeing/osmnx)\n",
    "  - [Examples gallery](https://github.com/gboeing/osmnx-examples)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:15.782215900Z",
     "start_time": "2025-03-08T08:09:12.324981300Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "'2.0.1'"
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import osmnx as ox\n",
    "\n",
    "ox.settings.log_console = True\n",
    "ox.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use custom filters to fine-tune your network. OSMnx uses `network_type` presets to query for streets that allow walking, biking, driving, etc. You can override this by passing a `custom_filter` to specify specific OSM ways you want in your graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:33.528467100Z",
     "start_time": "2025-03-08T08:09:15.779216800Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "36 motorway\n",
      "11 primary\n",
      "47 motorway + primary\n"
     ]
    }
   ],
   "source": [
    "place = {\"city\": \"Berkeley\", \"state\": \"California\"}\n",
    "\n",
    "# only get motorway ways\n",
    "cf = '[\"highway\"~\"motorway\"]'\n",
    "G = ox.graph.graph_from_place(place, network_type=\"drive\", custom_filter=cf)\n",
    "print(len(G), \"motorway\")\n",
    "\n",
    "# only get primary ways\n",
    "cf = '[\"highway\"~\"primary\"]'\n",
    "G = ox.graph.graph_from_place(place, network_type=\"drive\", custom_filter=cf)\n",
    "print(len(G), \"primary\")\n",
    "\n",
    "# use the pipe (|) as 'or' operator\n",
    "cf = '[\"highway\"~\"motorway|primary\"]'\n",
    "G = ox.graph.graph_from_place(place, network_type=\"drive\", custom_filter=cf)\n",
    "print(len(G), \"motorway + primary\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:48.336511700Z",
     "start_time": "2025-03-08T08:09:33.530468800Z"
    }
   },
   "outputs": [],
   "source": [
    "# network of the canals of amsterdam\n",
    "place = \"Amsterdam, Netherlands\"\n",
    "G = ox.graph.graph_from_place(place, custom_filter='[\"waterway\"~\"canal\"]')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To download the road network for an entire country, you often need to limit your query to something like motorways only, to fit in your computer's RAM. For large queries, such as the entire nation of Belgium, OSMnx will subdivide your query into multiple server requests to download all the data, then assemble the graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:14:20.077681600Z",
     "start_time": "2025-03-08T08:09:48.338511200Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Administrator\\anaconda3\\envs\\ox\\Lib\\site-packages\\osmnx\\_overpass.py:267: UserWarning: This area is 16 times your configured Overpass max query area size. It will automatically be divided up into multiple sub-queries accordingly. This may take a long time.\n",
      "  multi_poly_proj = utils_geo._consolidate_subdivide_geometry(poly_proj)\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 800x800 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: total: 29 s\n",
      "Wall time: 4min 31s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# get only motorways, trunks, and their links in all of Belgium\n",
    "# takes a couple minutes to do all the downloading and processing\n",
    "# OSMnx automatically divides up the query into multiple requests to not overload server\n",
    "cf = '[\"highway\"~\"motorway|motorway_link|trunk|trunk_link\"]'\n",
    "G = ox.graph.graph_from_place(\"Belgium\", network_type=\"drive\", custom_filter=cf)\n",
    "fig, ax = ox.plot.plot_graph(G, node_size=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:14:38.257954700Z",
     "start_time": "2025-03-08T08:14:20.080679300Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x800 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get NY subway rail network\n",
    "# note this is rail *infrastructure* and thus includes crossovers, sidings, spurs, yards, etc\n",
    "# for station-based rail network, you should download a station adjacency matrix elsewhere\n",
    "ox.settings.useful_tags_way += [\"railway\"]\n",
    "G = ox.graph.graph_from_place(\n",
    "    \"New York, New York, USA\",\n",
    "    retain_all=False,\n",
    "    truncate_by_edge=True,\n",
    "    simplify=True,\n",
    "    custom_filter='[\"railway\"~\"subway\"]',\n",
    ")\n",
    "\n",
    "fig, ax = ox.plot.plot_graph(G, node_size=0, edge_color=\"w\", edge_linewidth=0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Unions in custom filters\n",
    "\n",
    "You can pass a list via `custom_filter` to perform a union of multiple queries (i.e., an \"or\" operation)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:14:56.547239900Z",
     "start_time": "2025-03-08T08:14:38.261954600Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "335\n",
      "761\n",
      "790\n"
     ]
    }
   ],
   "source": [
    "# add useful OSM tags to the default list, to retain them\n",
    "ox.settings.useful_tags_way.extend([\"cycleway\", \"cycleway:left\", \"cycleway:right\"])\n",
    "place = \"Bologna, Italia\"\n",
    "\n",
    "# get all ways with a 'cycleway:left'\n",
    "cf1 = '[\"cycleway:left\"]'\n",
    "G1 = ox.graph.graph_from_place(place, custom_filter=cf1, retain_all=True)\n",
    "print(len(G1))\n",
    "\n",
    "# get all ways with a 'cycleway:right' tag\n",
    "cf2 = '[\"cycleway:right\"]'\n",
    "G2 = ox.graph.graph_from_place(place, custom_filter=cf2, retain_all=True)\n",
    "print(len(G2))\n",
    "\n",
    "# union: get all ways with either a 'cycleway:right' or 'cycleway:left' tag\n",
    "cf = [cf1, cf2]\n",
    "ox.settings.useful_tags_way.extend([cf1, cf2])\n",
    "G = ox.graph.graph_from_place(place, custom_filter=cf, retain_all=True)\n",
    "print(len(G))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:14:56.550240300Z",
     "start_time": "2025-03-08T08:14:56.548239900Z"
    }
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "python3",
   "language": "python",
   "display_name": "Python 3 (ipykernel)"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
